Federated Learning Frameworks

Tools and platforms for implementing federated learning systems, including frameworks for distributed model training, aggregation algorithms, personalization, and edge device optimization. Does NOT include general distributed machine learning, centralized training platforms, or non-federated privacy-preserving techniques.

There are 145 federated learning frameworks tracked. 1 score above 70 (verified tier). The highest-rated is flwrlabs/flower at 75/100 with 6,705 stars. 1 of the top 10 are actively maintained.

Get all 145 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=federated-learning-frameworks&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	flwrlabs/flower Flower: A Friendly Federated AI Framework	75	Verified	6,705	Python
2	OpenMined/PySyft Perform data science on data that remains in someone else's server	67	Established	9,863	Python
3	zama-ai/concrete-ml Concrete ML: Privacy Preserving ML framework using Fully Homomorphic...	67	Established	1,410	Python
4	p2pfl/p2pfl P2PFL is a decentralized federated learning library that enables federated...	66	Established	148	Jupyter Notebook
5	JonasGeiping/breaching Breaching privacy in federated learning scenarios for vision and text	65	Established	313	Python
6	secretflow/secretflow A unified framework for privacy-preserving data analysis and machine learning	65	Established	2,634	Python
7	anupamkliv/FedERA FedERA is a modular and fully customizable open-source FL framework, aiming...	63	Established	140	Jupyter Notebook
8	SMILELab-FL/FedLab A flexible Federated Learning Framework based on PyTorch, simplifying your...	63	Established	822	Jupyter Notebook
9	SymbioticLab/FedScale FedScale is a scalable and extensible open-source federated learning (FL) platform.	55	Established	412	Python
10	Desilo/liberate-fhe A Fully Homomorphic Encryption (FHE) library for bridging the gap between...	54	Established	138	Python
11	KarhouTam/FL-bench Benchmark of federated learning. Dedicated to the community. 🤗	52	Established	676	Python
12	FederatedAI/FATE An Industrial Grade Federated Learning Framework	51	Established	6,054	Python
13	HewlettPackard/swarm-learning A simplified library for decentralized, privacy preserving machine learning	49	Emerging	352	Python
14	VectorInstitute/FL4Health A flexible, modular, and easy to use library to facilitate federated...	48	Emerging	52	Python
15	alexjungaalto/FederatedLearning Material workbench for the master-level course CS-E4740 "Federated Learning"	47	Emerging	197	Jupyter Notebook
16	LPD-EPFL/byzfl ByzFL: A Python library for robust federated learning, offering...	47	Emerging	34	Python
17	apple/pfl-research Simulation framework for accelerating research in Private Federated Learning	46	Emerging	352	Jupyter Notebook
18	weimingwill/awesome-federated-learning All materials you need for Federated Learning: blogs, videos, papers, and...	46	Emerging	729	Shell
19	paritybit-ai/XFL An Efficient and Easy-to-use Federated Learning Framework.	45	Emerging	43	Python
20	CyberDataLab/nebula NEBULA: A Platform for Decentralized Federated Learning	45	Emerging	76	Python
21	AshwinRJ/Federated-Learning-PyTorch Implementation of Communication-Efficient Learning of Deep Networks from...	44	Emerging	1,433	Python
22	shaoxiongji/federated-learning A PyTorch Implementation of Federated Learning	44	Emerging	1,509	Python
23	tudelft-cda-lab/FlexFringe The FlexFringe tool for flexible learning of state machines (deterministic...	43	Emerging	25	C++
24	WwZzz/easyFL An experimental platform for federated learning.	43	Emerging	625	Jupyter Notebook
25	SAP-samples/machine-learning-diff-private-federated-learning Simulate a federated setting and run differentially private federated learning.	43	Emerging	388	Python
26	alibaba/FederatedScope An easy-to-use federated learning platform	42	Emerging	1,521	Python
27	youngfish42/Awesome-FL Comprehensive and timely academic information on federated learning (papers,...	42	Emerging	1,955	Python
28	vaseline555/Federated-Learning-in-PyTorch Handy PyTorch implementation of Federated Learning (for your painless research)	42	Emerging	467	Python
29	secretflow/serving SecretFlow-Serving is a serving system for privacy-preserving machine...	41	Emerging	15	C++
30	QVQZZZ/HeFlwr HeFlwr: Federated Learning for Heterogeneous Devices	41	Emerging	125	Python
31	ucbrise/flor FlorDB 🌻	41	Emerging	159	Jupyter Notebook
32	tushar-semwal/awesome-federated-computing :books: :eyeglasses: A collection of research papers, codes, tutorials and...	41	Emerging	480	—
33	nclabteam/FedEasy FedEasy is an intuitive powerful yet simple to use Federated Learning...	41	Emerging	13	Python
34	SMILELab-FL/FedLab-benchmarks Standard federated learning implementations in FedLab and FL benchmarks.	40	Emerging	155	Jupyter Notebook
35	weimingwill/EasyFL An easy-to-use federated learning platform	40	Emerging	300	Python
36	monk1337/Aweome-Heathcare-Federated-Learning A curated list of Federated Learning papers/articles and recent advancements.	39	Emerging	100	—
37	Minki-Kim95/Federated-Learning-and-Split-Learning-with-raspberry-pi SRDS 2020: End-to-End Evaluation of Federated Learning and Split Learning...	39	Emerging	118	Jupyter Notebook
38	wenzhu23333/Federated-Learning An open source FL implement with dataset(Femnist, Shakespeare, MNIST,...	39	Emerging	132	Python
39	microsoft/PersonalizedFL Personalized federated learning codebase for research	37	Emerging	412	Python
40	cipherflow-fhe/lattisense A development framework for Fully Homomorphic Encryption (FHE)	37	Emerging	14	C++
41	omarfoq/FedEM Official code for "Federated Multi-Task Learning under a Mixture of...	37	Emerging	167	Python
42	CyprienQuemeneur/fedpylot FedPylot: Navigating Federated Learning for Real-Time Object Detection in...	37	Emerging	50	Jupyter Notebook
43	Cloudslab/murmura A decentralized/P2P federated learning library	36	Emerging	6	Python
44	diaoenmao/SemiFL-Semi-Supervised-Federated-Learning-for-Unlabeled-Clients-with-Alternate-Training [NeurIPS 2022] SemiFL: Semi-Supervised Federated Learning for Unlabeled...	35	Emerging	42	Python
45	euphoria0-0/Active-Client-Selection-for-Communication-efficient-Federated-Learning Active Client Selection for Federated Learning	35	Emerging	50	Python
46	owkin/FLamby Cross-silo Federated Learning playground in Python. Discover 7 real-world...	35	Emerging	230	Python
47	microsoft/msrflute Federated Learning Utilities and Tools for Experimentation	35	Emerging	194	Python
48	omarfoq/knn-per Official code for "Personalized Federated Learning through Local...	35	Emerging	44	Python
49	chaoyanghe/Awesome-Federated-Learning FedML - The Research and Production Integrated Federated Learning Library:...	34	Emerging	2,003	—
50	bioint/MetisFL The first open Federated Learning framework implemented in C++ and Python.	34	Emerging	521	Python
51	Lee-Gihun/FedNTD (NeurIPS 2022) Official Implementation of "Preservation of the Global...	34	Emerging	90	Python
52	hacdias/blocklearning Blockchain-based federated learning modular framework.	33	Emerging	45	Python
53	innovation-cat/Awesome-Federated-Machine-Learning Everything about federated learning, including research papers, books,...	33	Emerging	2,067	—
54	poga/awesome-federated-learning resources about federated learning and privacy in machine learning	33	Emerging	545	—
55	capitalone/federated-model-aggregation The Federated Model Aggregation (FMA) Service is a collection of installable...	33	Emerging	34	Python
56	FedML-AI/FedGraphNN FedGraphNN: A Federated Learning Platform for Graph Neural Networks with...	32	Emerging	183	—
57	perone/feste Feste is a free and open-source framework allowing scalable composition of...	32	Emerging	43	Python
58	TsingZ0/FL-IoT This is a platform containing the datasets and federated learning algorithms...	31	Emerging	72	Python
59	ZexiLee/ICML-2023-FedLAW The is the official implementation of ICML 2023 paper "Revisiting Weighted...	31	Emerging	63	Python
60	FELT-Labs/federated-learning-token Federated learning on blockchain using smart contracts. Distributed...	30	Emerging	51	SCSS
61	Serverless-Federated-Learning/FedLess Secure and Scalable Federated Learning using Serverless Computing	30	Emerging	12	Python
62	DiscreetAI/ben-decentralized-chatbot YC Hackathon 2018 Winner Project. BEN: A decentralized chatbot that uses...	30	Emerging	16	JavaScript
63	arodio/CA-Fed Official code for "Federated Learning under Heterogeneous and Correlated...	30	Emerging	29	Python
64	aioz-ai/FADNet Deep Federated Learning for Autonomous Driving (IV'22)	30	Emerging	38	Python
65	kenziyuliu/private-cross-silo-fl [NeurIPS 2022] JAX/Haiku implementation of "On Privacy and Personalization...	30	Emerging	27	Python
66	AI-secure/FLBenchmark-toolkit Federated Learning Framework Benchmark (UniFed)	29	Experimental	49	Python
67	FLEXible-FL/FLEXible Federated Learning (FL) experiment simulation in Python.	29	Experimental	22	Python
68	zlijingtao/ResSFL Official Repository for ResSFL (accepted by CVPR '22)	29	Experimental	26	Shell
69	tayebiarasteh/federated_he Federated learning with homomorphic encryption enables multiple parties to...	29	Experimental	32	Python
70	qub-blesson/FedAdapt Adaptive Offloading of Federated Learning on IoT Devices	29	Experimental	75	Python
71	yyyanbj/awesome-asynchronous-federated-learning 📦 Collect some Asynchronous Federated Learning papers.	28	Experimental	125	Python
72	CiferAI/ciferai Cifer provides a decentralized AI development ecosystem with data-ownership...	28	Experimental	7	Python
73	Nokia-Bell-Labs/data-centric-federated-learning Enhancing Efficiency in Multidevice Federated Learning through Data Selection	28	Experimental	13	Python
74	siddharthdivi/Unifying-Distillation-with-Personalization-in-Federated-Learning Repository that contains the code for the paper titled, 'Unifying...	28	Experimental	13	Jupyter Notebook
75	phamxuansang241/Secure-Federated-Learning Secure Federated Learning Framework with Encryption Aggregation and Integer...	28	Experimental	10	Python
76	orion-orion/FedCom 🔬 FedCom为SWPU2022届本科毕业设计《基于社区检测的多任务聚类联邦学习》。本研究提出了一种多任务聚类联邦学习（clustered...	28	Experimental	69	Python
77	clickade/federated-shapley-playground Playground for testing Horizontal Federated Machine Learning systems using...	28	Experimental	9	Jupyter Notebook
78	Aayush711/Federated-Learning-Project This repository contains a project showcasing Federated Learning using the...	27	Experimental	6	Jupyter Notebook
79	Songyue-Guo/FedGR DASFAA2023 FedGR Code Repository. Federated learning for double unbalance...	26	Experimental	41	Python
80	zhxchd/vFedCCE A vertical federated learning algorithm for classﬁcation problems with...	26	Experimental	8	Jupyter Notebook
81	alphansahin/Wireless-Federated-Learning-with-Non-coherent-Over-the-Air-Computation This respository consists of the source codes that allow one to realize...	26	Experimental	19	VHDL
82	diwangs/asynchronous-federated-learning Study of data imbalance and asynchronous aggregation algorithm on Federated...	25	Experimental	63	Python
83	FederalLab/OpenFed A Comprehensive and Versatile Open-Source Federated Learning Framework	25	Experimental	33	Python
84	WellingtonLobato/PyFlexe Flexe - The open source federated learning for vehicular network simulation...	25	Experimental	12	Python
85	zouyu4524/fl-android Implementation of federated learning on Android devices. Please find more...	25	Experimental	33	Java
86	ngc436/awesome-vertical-federated-learning A curated list of advancements in Vertical Federated Learning, frameworks...	24	Experimental	38	—
87	katulu-io/fl-suite Federated Learning Suite	23	Experimental	20	Python
88	dshahrokhian/federated-learning-tutorial 👥 Federated Learning tutorial with TensorFlow Federated (TFF)	23	Experimental	14	Jupyter Notebook
89	mounirmelzi/chehab Fully Homomorphic Encryption (FHE) Compiler	23	Experimental	1	C++
90	Goshmar/FedML-GradControl Research project about Federated Learning with Unbiased Gradient Aggregation...	23	Experimental	1	Jupyter Notebook
91	RCP1932/federated-learning-with-cryptographic-audit 🚀 Implement decentralized federated learning with cryptographic audits for...	23	Experimental	1	Python
92	rwilliamspbg-ops/Sovereign_Map_Federated_Learning Sovereign Map is a Byzantine-tolerant Federated Learning framework for edge...	23	Experimental	1	Go
93	thupchnsky/mufc A federated clustering approach with the corresponding unlearning mechanism...	23	Experimental	22	Python
94	TheRadDani/R3-FL RL-based Reputation System for Robust Federated Learning over Blockchain	23	Experimental	1	Python
95	bariscamli/Decentralized-Federated-Learning Decentralized (P2P) Federated Learning implementation using libp2p JavaScript	22	Experimental	7	JavaScript
96	staticpayload/jax-privacy-rs Rust rewrite of JAX Privacy: DP-SGD primitives, PLD/RDP accounting, matrix...	22	Experimental	—	Rust
97	Arttixmodz/FEDRETAIL-Framework 🏬 Enable collaborative retail analytics with FEDRETAIL, a privacy-preserving...	22	Experimental	—	Python
98	eil598/TFLlib 🔍 Explore TFLlib to evaluate federated learning algorithms against...	22	Experimental	—	Python
99	BerivanIsik/sparse-random-networks Implementation of the FedPM framework by the authors of the ICLR 2023 paper...	22	Experimental	30	Python
100	Hazrat-Ali9/Federated-Self-Supervised-Multimodal-Retina-Screening-under-Label-Noise-and-Differential-Privacy 🤡 Federated 🤖 Supervised 🍔 Multimodal 🍏 Retina Screening 🍎 Label Noise 🫑...	22	Experimental	36	—
101	AmberLJC/FLsystem-paper Federated Learning Systems Paper List	21	Experimental	75	—
102	NaiboWang/Data-Free-Ensemble-Selection-For-One-Shot-Federated-Learning Data-Free Ensemble Selection For One-Shot Federated Learning	21	Experimental	9	Jupyter Notebook
103	archettialberto/federated_survival_forests Federated Learning with Random Survival Forests.	21	Experimental	8	Python
104	CirSandro/private-fhe-fraud-detection A capstone project in collaboration with Zama to develop a...	20	Experimental	5	Jupyter Notebook
105	FlowFrontiers/IFLforTFC Supporting page for the manuscript titled, "Incremental Federated Learning...	20	Experimental	5	Jupyter Notebook
106	Lee-Gihun/FedSOL (CVPR 2024) Official Implementation of "FedSOL: Stabilized Orthogonal...	20	Experimental	15	Python
107	WellingtonLobato/flexe Flexe - The open source federated learning for vehicular network simulation...	20	Experimental	20	C++
108	globus-labs/FLoX-prototype Python library for serverless Federated Learning experiments.	20	Experimental	16	Python
109	LTTM/FedPromo FedPromo enables efficient adaptation of large foundation models to new...	19	Experimental	5	—
110	yyyanbj/fedhf 🔨 A Flexible Federated Learning Simulator for Heterogeneous and Asynchronous.	19	Experimental	23	Python
111	Ryanditko/federated-learning-at-cybersecurity Este projeto de iniciação científica tem como objetivo investigar e...	19	Experimental	9	Jupyter Notebook
112	amirrezaskh/BPFL Blockchain-enabled Personalized Federated Learning framework combining...	18	Experimental	4	Shell
113	akhilk07/zama-fhe Explore detailed technical guides for the Zama FHE protocol. Set up your...	18	Experimental	8	TypeScript
114	denpalrius/bft-federated-learning Federated Learning with Byzantine Fault Tolerance	18	Experimental	3	Jupyter Notebook
115	ZSYNOTZSH/FactualBench The official repository for the dataset FactualBench, which is introduced in...	18	Experimental	3	Python
116	ZIB-IOL/FedDistill Code to reproduce the experiments of the ICLR25 paper "On the...	18	Experimental	7	Python
117	DeepHiveMind/Federated-Learning_simplified :fire: Federated Learning Simplified with Frameworks	16	Experimental	2	—
118	isaacveg/FLamingo_examples Federated Learning algorithm implemented using FLamingo	16	Experimental	2	Python
119	WwZzz/FLGo-Bench Produce results of federated algorithms on various benchmarks	16	Experimental	16	Python
120	eclypse-org/federact FedRay: a Research Framework for Federated Learning based on Ray	15	Experimental	22	Python
121	wvu-irl/flope 🌻FloPE: Flower Pose Estimation for Precision Pollination	15	Experimental	6	Python
122	zakuro-ai/zakuro Python code of the Zakuro platform.	14	Experimental	—	Python
123	danieloladele7/fgl_heterogeneity_benchmark The official repository of the Benchmarking Non-IID Data in Federated Graph...	14	Experimental	—	Python
124	saradamian/nvflowervibe Federated learning framework for protein language models (ESM2) using...	14	Experimental	—	Python
125	hackbio-ca/federated-learning-starter-kit 🥇 Winner of the 2025 First Place Award: A Federated Learning platform for...	14	Experimental	4	TypeScript
126	Huangxy-Minel/System-Design-for-Federated-Learning Paper list of federated learning: About system design	14	Experimental	13	—
127	warisgill/TraceFL TraceFL is a novel mechanism for Federated Learning that achieves...	14	Experimental	10	Python
128	pixelsquirrel/fully-homomorphic-encryption-in-machine-learning Research on fully homomorphic ecryption for data privacy in cloud machine learning	14	Experimental	4	Jupyter Notebook
129	trabelsimahdi14/Evaluation-Framework-for-Centralized-and-Decentralized-Aggregation-Algorithms-in-Federated-Systems 🔬 Evaluate aggregation algorithms for federated systems with our...	14	Experimental	—	HTML
130	Polito-MLDL-2025/fl-g13 Federated Learning Project for Machine Learning and Deep Learning course at...	14	Experimental	4	Python
131	chenxingqiang/PFLoRA-lib PFLoRA-lib: Personalized Federated Learning with LoRA Algorithm Library...	14	Experimental	14	Python
132	EricLoong/feddip The official code for ICDM2023 paper: ' FedDIP: Federated Learning with...	14	Experimental	14	Python
133	HowardStephen/Efficient-Hierarchical-Federated-Learning An efficient hierarchical federated learning framework with...	14	Experimental	—	Python
134	fcrlab-unime/FLAT FLAT (Federated Learning Across Tabs) is an FL system that trains AI models...	13	Experimental	5	JavaScript
135	omarfoq/streaming-fl Official code for "Federated Learning for Data Streams" (AISTATS'23)	13	Experimental	8	—
136	sanchi-shirur4/federated-learning-blockchain The Project's goal is to simulate a decentralised approach to building...	12	Experimental	17	Python
137	mounishvatti/FedCustom This project implements hyper-tuned federated learning using the Flower...	12	Experimental	3	Jupyter Notebook
138	yehias21/FedRs Implementation of FedNCF with SecAvg	12	Experimental	4	—
139	AmanPriyanshu/FL-Interactive-Game FL-Interactive-Game: Interactive web game that teaches basic components of...	11	Experimental	2	HTML
140	self-Puneet/Federated-Learning This repository explores a federated learning approach to classifying air...	11	Experimental	—	Python
141	FranEnguix/royalflush Royal FLush is a Python framework specifically designed to facilitate the...	11	Experimental	—	HTML
142	rahat-parvej/federated_learning_MDD A Weighted Federated Learning Framework for Privacy-Preserving EEG-Based...	11	Experimental	—	JavaScript
143	CavinKrenik/qora-fl byzantine-tolerant aggregation primitives for federated learning, with...	11	Experimental	—	Rust
144	Protik49/Federated-Learning-A-Deep-Dive-into-Decentralized-Data-Privacy Federated Learning is reshaping AI by allowing models to train on...	11	Experimental	2	—
145	Manoj-2702/PoseSync-Flower-Federated-Learning-for-Yoga-Poses Demo showcasing Federated Learning with Flower for yoga pose classification,...	10	Experimental	1	PowerShell